{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing models from ONNX to CNTK"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we will demonstrate how to import ONNX models into CNTK."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To import from ONNX, simply make sure you have CNTK 2.3.1 or higher installed. <br>\n",
    "Follow CNTK installation instructions __[here](https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-your-machine)__."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## API Usage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To load an ONNX model, specify the ONNX format for the format parameter of the load function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Using Python API**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "import cntk as C\n",
    "z = C.Function.load(<path of your ONNX model>, format=C.ModelFormat.ONNX)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Using C# API**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```csharp\n",
    "Function modelFunc = Function.load(<path of your ONNX model>, ModelFormat.ONNX);\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trying it out with VGG-19"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's go through an example of loading a pretrained ONNX model into CNTK using Python."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1: Prepare an ONNX model to import"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can find a collection of pretrained ONNX models [here](https://github.com/onnx/models). For this tutorial, we will be using the pretrained VGG-19 model.\n",
    "\n",
    "Download this file https://s3.amazonaws.com/download.onnx/models/vgg19.tar.gz to your working directory, and extract the tarball of the model. Inside the extracted folder you will find a protobuf file `model.pb`, which is the serialized ONNX model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Import the ONNX model into CNTK"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's load this ONNX model into CNTK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cntk as C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "z = C.Function.load(\"vgg19/model.pb\", device=C.device.cpu(), format=C.ModelFormat.ONNX)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3: Prepare an image for inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've successfully loaded our model into CNTK, let's run inference on an input image to test it out. Here we will use an image of a husky."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from PIL import Image\n",
    "from IPython.core.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Up45vJf2GXkEHlKtPm+RwOD1M060k2fr2t9/68z/9EQCwAwCbGcpzfO3Vy6+8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\ntFVVhRCoJZPOJD3wO0EQARnhl+4H8usIwKiDHtAx7r0bRuP5O+8++K3vf29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bvqqquq6l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94HYBCCC8G1XW2NJ0nH0fFsOp12XUentO/7uq4CQgiOEH+wjnOiJ3YYTLmp+84a46I+9R42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no0mIyFrjnPvss8+aphlPR977zWbjslQ7VOo66t/qcRpjmtiudistz2XFiIGulzdVVeWjSVEUkXT2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\nI3UpRV//j7L9Fz3+vw49Vd0TWCOvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=400x266 at 0x2C1070B4B00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = Image.open(\"assets/dog.jpg\")\n",
    "display(img) #show the image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following code block, we prepare our input image for evaluation. First, we resize the image and perform mean subtraction. Then, we flip the image's channel order from RGB to BGR (PIL loads the image in RGB order, but CNTK expects BGR). Finally, we transpose the indices from `(image_width, image_height, num_color_channels)` to `(num_color_channels, image_width, image_height)` using the `np.rollaxis()` function, to adhere to the shape expected by CNTK.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "img = img.resize((224,224))\n",
    "rgb_img = np.asarray(img, dtype=np.float32) - 128\n",
    "bgr_img = rgb_img[..., [2,1,0]]\n",
    "img_data = np.ascontiguousarray(np.rollaxis(bgr_img,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4: Evaluate model on image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's evaluate our image using the VGG-19 model and examine the results, in this case the top category identified by the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "248\n"
     ]
    }
   ],
   "source": [
    "predictions = np.squeeze(z.eval({z.arguments[0]:[img_data]}))\n",
    "top_class = np.argmax(predictions)\n",
    "print(top_class)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to more easily comprehend the results, let's go ahead and download a [pickled dictionary](https://gist.github.com/yrevar/6135f1bd8dcf2e0cc683) that maps the 1000 ImageNet class IDs to human-readable labels. Extract the pickle file to your working directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eskimo dog, husky\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "\n",
    "labels_dict = pickle.load(open(\"imagenet1000_clsid_to_human.pkl\", \"rb\"))\n",
    "print(labels_dict[top_class])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, our model was able to accurately classify the image of the dog as an Eskimo husky dog."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
